{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cuffless BP - example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BjP220de4M8A"
   },
   "source": [
    "## Import Libraries and Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "yP3PjLlP2NWI"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: wfdb in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (4.1.0)\n",
      "Requirement already satisfied: matplotlib<4.0.0,>=3.2.2 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (3.3.4)\n",
      "Requirement already satisfied: numpy<2.0.0,>=1.10.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (1.20.1)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.8.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (2.25.1)\n",
      "Requirement already satisfied: SoundFile<0.12.0,>=0.10.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (0.10.3.post1)\n",
      "Requirement already satisfied: scipy<2.0.0,>=1.0.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (1.6.2)\n",
      "Requirement already satisfied: pandas<2.0.0,>=1.0.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from wfdb) (1.2.4)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (8.2.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (2.8.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (2.4.7)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (1.3.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib<4.0.0,>=3.2.2->wfdb) (0.10.0)\n",
      "Requirement already satisfied: six in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib<4.0.0,>=3.2.2->wfdb) (1.15.0)\n",
      "Requirement already satisfied: pytz>=2017.3 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from pandas<2.0.0,>=1.0.0->wfdb) (2021.1)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (2.10)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (1.26.4)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (4.0.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from requests<3.0.0,>=2.8.1->wfdb) (2022.12.7)\n",
      "Requirement already satisfied: cffi>=1.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from SoundFile<0.12.0,>=0.10.0->wfdb) (1.14.5)\n",
      "Requirement already satisfied: pycparser in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from cffi>=1.0->SoundFile<0.12.0,>=0.10.0->wfdb) (2.20)\n",
      "Requirement already satisfied: neurokit2 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (0.2.3)\n",
      "Requirement already satisfied: scipy in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from neurokit2) (1.6.2)\n",
      "Requirement already satisfied: matplotlib in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from neurokit2) (3.3.4)\n",
      "Requirement already satisfied: scikit-learn>=1.0.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from neurokit2) (1.2.2)\n",
      "Requirement already satisfied: numpy in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from neurokit2) (1.20.1)\n",
      "Requirement already satisfied: pandas in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from neurokit2) (1.2.4)\n",
      "Requirement already satisfied: joblib>=1.1.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from scikit-learn>=1.0.0->neurokit2) (1.2.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from scikit-learn>=1.0.0->neurokit2) (2.1.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib->neurokit2) (8.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib->neurokit2) (0.10.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib->neurokit2) (2.8.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib->neurokit2) (1.3.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from matplotlib->neurokit2) (2.4.7)\n",
      "Requirement already satisfied: six in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib->neurokit2) (1.15.0)\n",
      "Requirement already satisfied: pytz>=2017.3 in /Users/petercharlton/anaconda3/lib/python3.8/site-packages (from pandas->neurokit2) (2021.1)\n"
     ]
    }
   ],
   "source": [
    "! pip install wfdb\n",
    "! pip install neurokit2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import neurokit2 as nk2\n",
    "import wfdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "J_iR8w7j2VaV"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import signal\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "yqPlzYEf4TqQ"
   },
   "outputs": [],
   "source": [
    "# MIMIC info\n",
    "database_name = 'mimic4wdb/0.1.0' # The name of the MIMIC IV Waveform Database on Physionet\n",
    "\n",
    "# Segment for analysis\n",
    "segment_names = ['83404654_0005', '82924339_0007', '84248019_0005', \n",
    "                 '82439920_0004', '82800131_0002', '84304393_0001', \n",
    "                 '89464742_0001', '88958796_0004', '88995377_0001', \n",
    "                 '85230771_0004', '86643930_0004', '81250824_0005', \n",
    "                 '87706224_0003', '83058614_0005', '82803505_0017', \n",
    "                 '88574629_0001', '87867111_0012', '84560969_0001', \n",
    "                 '87562386_0001', '88685937_0001', '86120311_0001', \n",
    "                 '89866183_0014', '89068160_0002', '86380383_0001', \n",
    "                 '85078610_0008', '87702634_0007', '84686667_0002', \n",
    "                 '84802706_0002', '81811182_0004', '84421559_0005', \n",
    "                 '88221516_0007', '80057524_0005', '84209926_0018', \n",
    "                 '83959636_0010', '89989722_0016', '89225487_0007', \n",
    "                 '84391267_0001', '80889556_0002', '85250558_0011', \n",
    "                 '84567505_0005', '85814172_0007', '88884866_0005', \n",
    "                 '80497954_0012', '80666640_0014', '84939605_0004', \n",
    "                 '82141753_0018', '86874920_0014', '84505262_0010', \n",
    "                 '86288257_0001', '89699401_0001', '88537698_0013', \n",
    "                 '83958172_0001']\n",
    "\n",
    "segment_dirs = ['mimic4wdb/0.1.0/waves/p100/p10020306/83404654', \n",
    "                'mimic4wdb/0.1.0/waves/p101/p10126957/82924339', \n",
    "                'mimic4wdb/0.1.0/waves/p102/p10209410/84248019', \n",
    "                'mimic4wdb/0.1.0/waves/p109/p10952189/82439920', \n",
    "                'mimic4wdb/0.1.0/waves/p111/p11109975/82800131', \n",
    "                'mimic4wdb/0.1.0/waves/p113/p11392990/84304393', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12168037/89464742', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12173569/88958796', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12188288/88995377', 'mimic4wdb/0.1.0/waves/p128/p12872596/85230771', 'mimic4wdb/0.1.0/waves/p129/p12933208/86643930', 'mimic4wdb/0.1.0/waves/p130/p13016481/81250824', 'mimic4wdb/0.1.0/waves/p132/p13240081/87706224', 'mimic4wdb/0.1.0/waves/p136/p13624686/83058614', 'mimic4wdb/0.1.0/waves/p137/p13791821/82803505', 'mimic4wdb/0.1.0/waves/p141/p14191565/88574629', 'mimic4wdb/0.1.0/waves/p142/p14285792/87867111', 'mimic4wdb/0.1.0/waves/p143/p14356077/84560969', 'mimic4wdb/0.1.0/waves/p143/p14363499/87562386', 'mimic4wdb/0.1.0/waves/p146/p14695840/88685937', 'mimic4wdb/0.1.0/waves/p149/p14931547/86120311', 'mimic4wdb/0.1.0/waves/p151/p15174162/89866183', 'mimic4wdb/0.1.0/waves/p153/p15312343/89068160', 'mimic4wdb/0.1.0/waves/p153/p15342703/86380383', 'mimic4wdb/0.1.0/waves/p155/p15552902/85078610', 'mimic4wdb/0.1.0/waves/p156/p15649186/87702634', 'mimic4wdb/0.1.0/waves/p158/p15857793/84686667', 'mimic4wdb/0.1.0/waves/p158/p15865327/84802706', 'mimic4wdb/0.1.0/waves/p158/p15896656/81811182', 'mimic4wdb/0.1.0/waves/p159/p15920699/84421559', 'mimic4wdb/0.1.0/waves/p160/p16034243/88221516', 'mimic4wdb/0.1.0/waves/p165/p16566444/80057524', 'mimic4wdb/0.1.0/waves/p166/p16644640/84209926', 'mimic4wdb/0.1.0/waves/p167/p16709726/83959636', 'mimic4wdb/0.1.0/waves/p167/p16715341/89989722', 'mimic4wdb/0.1.0/waves/p168/p16818396/89225487', 'mimic4wdb/0.1.0/waves/p170/p17032851/84391267', 'mimic4wdb/0.1.0/waves/p172/p17229504/80889556', 'mimic4wdb/0.1.0/waves/p173/p17301721/85250558', 'mimic4wdb/0.1.0/waves/p173/p17325001/84567505', 'mimic4wdb/0.1.0/waves/p174/p17490822/85814172', 'mimic4wdb/0.1.0/waves/p177/p17738824/88884866', 'mimic4wdb/0.1.0/waves/p177/p17744715/80497954', 'mimic4wdb/0.1.0/waves/p179/p17957832/80666640', 'mimic4wdb/0.1.0/waves/p180/p18080257/84939605', 'mimic4wdb/0.1.0/waves/p181/p18109577/82141753', 'mimic4wdb/0.1.0/waves/p183/p18324626/86874920', 'mimic4wdb/0.1.0/waves/p187/p18742074/84505262', 'mimic4wdb/0.1.0/waves/p188/p18824975/86288257', 'mimic4wdb/0.1.0/waves/p191/p19126489/89699401', 'mimic4wdb/0.1.0/waves/p193/p19313794/88537698', 'mimic4wdb/0.1.0/waves/p196/p19619764/83958172']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aj261Ifa4eAg"
   },
   "source": [
    "# Key Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wTtozKeh4uFd"
   },
   "source": [
    "All functions are derived from the original PPG work done by Elisa Mejía Mejía."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "r23MUf6z4hRq"
   },
   "outputs": [],
   "source": [
    "start_seconds = 100 # time since the start of the segment at which to begin extracting data\n",
    "no_seconds_to_load = 60\n",
    "  \n",
    "rel_segment_no = 3\n",
    "rel_segment_name = segment_names[rel_segment_no]\n",
    "rel_segment_dir = segment_dirs[rel_segment_no]\n",
    "\n",
    "sig, meta = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                          pn_dir=rel_segment_dir, \n",
    "                          sampfrom=0, sampto=100)\n",
    "fs = round(meta['fs'])\n",
    "\n",
    "sampfrom = fs*start_seconds\n",
    "sampto = fs*(start_seconds+no_seconds_to_load)\n",
    "\n",
    "ppg, fields = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                          pn_dir=rel_segment_dir, \n",
    "                          sampfrom=sampfrom, sampto=sampto, \n",
    "                          channel_names = ['Pleth']) \n",
    "\n",
    "ppg = ppg.squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bSNntepJ4MZU"
   },
   "source": [
    "## Find peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "PhBgJ7Of2XUd"
   },
   "outputs": [],
   "source": [
    "def get_peaks(raw, fs):\n",
    "  ppg_clean = nk2.ppg_clean(raw, sampling_rate=fs)\n",
    "  peaks = nk2.ppg_findpeaks(ppg_clean, method=\"bishop\", show=False)  \n",
    "  return peaks['PPG_Peaks'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nk2.ppg_fid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "sopAfwzH4K0r"
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "`method` not found. Must be one of the following: 'elgendi'.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-14-35f3e356ee1b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpeaks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_peaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mppg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-13-176fd8f432c1>\u001b[0m in \u001b[0;36mget_peaks\u001b[0;34m(raw, fs)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_peaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m   \u001b[0mppg_clean\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnk2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mppg_clean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msampling_rate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m   \u001b[0mpeaks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnk2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mppg_findpeaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mppg_clean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"bishop\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m   \u001b[0;32mreturn\u001b[0m \u001b[0mpeaks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'PPG_Peaks'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/neurokit2/ppg/ppg_findpeaks.py\u001b[0m in \u001b[0;36mppg_findpeaks\u001b[0;34m(ppg_cleaned, sampling_rate, method, show, **kwargs)\u001b[0m\n\u001b[1;32m     65\u001b[0m       \u001b[0;34m(\u001b[0m\u001b[0mpp\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0;36m189\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m195\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mSpringer\u001b[0m \u001b[0mInternational\u001b[0m \u001b[0mPublishing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m     \"\"\"\n\u001b[0m\u001b[1;32m     68\u001b[0m     \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"elgendi\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: `method` not found. Must be one of the following: 'elgendi'."
     ]
    }
   ],
   "source": [
    "peaks = get_peaks(ppg, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "id": "G8axC7u65O6E",
    "outputId": "347784b6-caea-449a-8279-43949a286c2d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ff573056d00>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(ppg)\n",
    "heights = ppg[peaks]\n",
    "plt.scatter(peaks, heights, marker='o', color='green')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wqCdoirS6FH3"
   },
   "source": [
    "## Find Onsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "cfoeT9sJ3Fte"
   },
   "outputs": [],
   "source": [
    "def get_onsets(ppg, pks, fs):\n",
    "    ons = np.empty(0)\n",
    "    for i in range(len(pks) - 1):\n",
    "        start = pks[i]\n",
    "        stop = pks[i + 1]\n",
    "        ibi = ppg[start:stop]\n",
    "        aux_ons = np.argmin(ibi)\n",
    "        # aux_ons, = np.where(ibi == np.min(ibi))\n",
    "        ind_ons = aux_ons.astype(int)\n",
    "        ons = np.append(ons, ind_ons + start)   \n",
    "\n",
    "    ons = ons.astype(int)\n",
    "    return ons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "WCyxE_Sa6HNK"
   },
   "outputs": [],
   "source": [
    "peaks = get_peaks(ppg, fs)\n",
    "onsets = get_onsets(ppg, peaks, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "id": "PbxWPuKf6OyC",
    "outputId": "bc1dea58-24b6-456e-d3ae-72b8d453c6c3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ff5729e6eb0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(ppg)\n",
    "heights_peaks = ppg[peaks]\n",
    "heights_onsets = ppg[onsets]\n",
    "plt.scatter(peaks, heights_peaks, marker='o', color='green')\n",
    "plt.scatter(onsets, heights_onsets, marker='o', color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GxPNFzVz8G8l"
   },
   "source": [
    "## Find Diastolic peak and Dicrotic notch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AJ6nWn0B9mmt"
   },
   "source": [
    "### Differentiation Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "rUVExyk08_7R",
    "outputId": "669c9b84-260f-4d16-9b35-82ccc5833f74"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ff571ecb370>]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_seg = ppg[0:200]\n",
    "seg_peaks = get_peaks(ppg_seg, fs)\n",
    "seg_onset = get_onsets(ppg_seg, seg_peaks, fs)\n",
    "d1x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 1) \n",
    "d2x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 2) \n",
    "d3x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 3) \n",
    "fig, axs = plt.subplots(4, figsize=(20,20))\n",
    "axs[0].plot(ppg_seg)\n",
    "axs[0].scatter(seg_onset, ppg_seg[seg_onset], color='red')\n",
    "axs[1].plot(d1x)\n",
    "axs[2].plot(d2x)\n",
    "axs[2].scatter(seg_onset, d2x[seg_onset], color='red')\n",
    "axs[3].plot(d3x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d7GITTev9181"
   },
   "source": [
    "### Actual Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "MknYeqUO3yjo"
   },
   "outputs": [],
   "source": [
    "import scipy.signal as sp\n",
    "\n",
    "def get_dia_dic(ppg, pks, ons, fs):\n",
    "    d1x = sp.savgol_filter(ppg, 9, 5, deriv = 1) \n",
    "    d2x = sp.savgol_filter(ppg, 9, 5, deriv = 2) \n",
    "    d3x = sp.savgol_filter(ppg, 9, 5, deriv = 3) \n",
    "\n",
    "    dia = np.empty(0)\n",
    "    dic = np.empty(0)\n",
    "    for i in range(len(ons) - 1):\n",
    "        start = ons[i]\n",
    "        stop = ons[i + 1]\n",
    "        ind_pks = np.intersect1d(np.where(pks < stop), np.where(pks > start))\n",
    "        if len(ind_pks) != 0:\n",
    "            ind_pks = ind_pks[0]\n",
    "            ind_pks = pks[ind_pks]\n",
    "            ibi_portion = ppg[ind_pks:stop]\n",
    "            ibi_2d_portion = d2x[ind_pks:stop]\n",
    "           \n",
    "            aux_dic, _ = sp.find_peaks(ibi_2d_portion)\n",
    "            aux_dic = aux_dic.astype(int)\n",
    "            aux_dia, _ = sp.find_peaks(-ibi_2d_portion)\n",
    "            aux_dia = aux_dia.astype(int)   \n",
    "            if len(aux_dic) != 0:\n",
    "                ind_max, = np.where(ibi_2d_portion[aux_dic] == np.max(ibi_2d_portion[aux_dic]))\n",
    "                aux_dic_max = aux_dic[ind_max]\n",
    "                if len(aux_dia) != 0:\n",
    "                    nearest = aux_dia - aux_dic_max\n",
    "                    aux_dic = aux_dic_max\n",
    "                    dic = np.append(dic, (aux_dic + ind_pks).astype(int))\n",
    "                    \n",
    "                    ind_dia, = np.where(nearest > 0)\n",
    "                    aux_dia = aux_dia[ind_dia]\n",
    "                    nearest = nearest[ind_dia]\n",
    "                    if len(nearest) != 0:\n",
    "                        ind_nearest, = np.where(nearest == np.min(nearest))\n",
    "                        aux_dia = aux_dia[ind_nearest]\n",
    "                        dia = np.append(dia, (aux_dia + ind_pks).astype(int))\n",
    "                else:\n",
    "                    dic = np.append(dic, (aux_dic_max + ind_pks).astype(int))\n",
    "        \n",
    "        break\n",
    "    dia = dia.astype(int)\n",
    "    dic = dic.astype(int)\n",
    "\n",
    "    return dia, dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZQOIfXbYCEhC",
    "outputId": "c19fdf81-0f4e-4457-a2eb-ed4fe016cc18"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ff5719c8ac0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_seg = ppg[0:200]\n",
    "seg_peaks = get_peaks(ppg_seg, fs)\n",
    "seg_onset = get_onsets(ppg_seg, seg_peaks, fs)\n",
    "seg_dia, seg_dic = get_dia_dic(ppg_seg, seg_peaks, seg_onset, fs)\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(ppg_seg)\n",
    "plt.scatter(seg_onset, ppg_seg[seg_onset], color='red')\n",
    "plt.scatter(seg_dia, ppg_seg[seg_dia], color='green')\n",
    "plt.scatter(seg_dic, ppg_seg[seg_dic], color='purple')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N2-57tgiCupC"
   },
   "source": [
    "## Run BP Estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "s4eg3GIbC8l6"
   },
   "outputs": [],
   "source": [
    "def get_fids(ppg, fs):\n",
    "  pks = get_peaks(ppg, fs)\n",
    "  ons = get_onsets(ppg, pks, fs)\n",
    "  dia, dic = get_dia_dic(ppg, pks, ons, fs)\n",
    "  return pks, ons, dia, dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vMLI2bu6DXlR"
   },
   "outputs": [],
   "source": [
    "def get_signal(rel_segment_no, label, start_sec, len_sec):\n",
    "  if label == 'ppg':\n",
    "    chan = 'Pleth'\n",
    "  elif label == 'bp':\n",
    "    chan = 'ABP'\n",
    "  rel_segment_name = segment_names[rel_segment_no]\n",
    "  rel_segment_dir = segment_dirs[rel_segment_no]\n",
    "\n",
    "  sig, meta = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                            pn_dir=rel_segment_dir, \n",
    "                            sampfrom=0, sampto=100)\n",
    "  fs = round(meta['fs'])\n",
    "\n",
    "  sampfrom = fs*start_sec\n",
    "  sampto = fs*(start_sec + len_sec)\n",
    "\n",
    "  req_sig, fields = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                            pn_dir=rel_segment_dir, \n",
    "                            sampfrom=sampfrom, sampto=sampto, \n",
    "                            channel_names = [chan]) \n",
    "  req_sig = req_sig.squeeze()\n",
    "\n",
    "  return req_sig, fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "G5zfp1JNEbGI"
   },
   "outputs": [],
   "source": [
    "def get_less_closest(array, value):\n",
    "  array = np.array(array)\n",
    "  index, arr = np.argwhere(array<value), array[array<value]\n",
    "  idx = (np.abs(arr - value)).argmin()\n",
    "  return array[index[idx]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gCPBmuxaH0MS"
   },
   "outputs": [],
   "source": [
    "def remove_nan(sig):\n",
    "    nan_ind= np.argwhere(np.isnan(sig)) \n",
    "    return np.delete(sig, nan_ind)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y09r9gv1J1x8"
   },
   "source": [
    "#### Test Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SEpilXt1J3qY",
    "outputId": "4659795a-03f4-4e58-a584-a003f811283e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-60, -18, -49, -31, -19, -16, -34, -14, -18, -20, -19, -17, -15,\n",
       "       -17, -19, -15, -23, -18, -15, -16, -14, -21, -25, -17, -19, -17,\n",
       "       -18, -16, -17, -12, -19, -15, -23, -15, -18, -20, -45, -16, -14,\n",
       "       -14, -17])"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dias = [467,505,617,679,747,825,923,982,1065,1147,1225,1302,1378,1460,1540,1616,1703,1776,1853,1933,2010,2096,2179,2250,2331,2407,2487,2563,2642,2716,2800,2875,2961,3031,3111,3190,3292,3342,3418,3496,3576]\n",
    "pks = [326,407,487,568,648,728,809,889,968,1047,1127,1206,1285,1363,1443,1521,1601,1680,1758,1838,1917,1996,2075,2154,2233,2312,2390,2469,2547,2625,2704,2781,2860,2938,3016,3093,3170,3247,3326,3404,3482,3559,3636]\n",
    "\n",
    "peaks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "delta_t = np.subtract(peaks, dias)\n",
    "\n",
    "delta_t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EmJGYc3OKLO8"
   },
   "source": [
    "### Get delta_t and bp example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GSWmBTnFG2X4"
   },
   "outputs": [],
   "source": [
    "ppg, fs = get_signal(3, 'ppg', 100, 60)\n",
    "ppg = remove_nan(ppg)\n",
    "pks, ons, dias, dics = get_fids(ppg, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "VxakNbP3G4L7"
   },
   "outputs": [],
   "source": [
    "corrs_peaks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "delta_t = np.subtract(dias, corrs_peaks)/fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "6o2MuGapKkpG",
    "outputId": "dc60af03-1059-44c5-91b6-c2fd552dc87a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.293275783734666 118.84375 64.0625\n"
     ]
    }
   ],
   "source": [
    "bp, fs = get_signal(3, 'bp', 100, 60)\n",
    "bp = remove_nan(bp)\n",
    "pks = get_peaks(bp, fs)\n",
    "ons = get_onsets(bp, pks, fs)\n",
    "\n",
    "sbp = np.median(bp[pks])\n",
    "dbp = np.median(bp[ons])\n",
    "\n",
    "print(np.mean(delta_t), sbp, dbp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OJfzREAFKcH_"
   },
   "source": [
    "\n",
    "### Get training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1r0pjOopRLaR",
    "outputId": "6950a9a9-bddc-47dc-f53c-db99dc9712df"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(segment_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "9yaI7x32NGAA"
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "cPoN8YfArbBh"
   },
   "outputs": [],
   "source": [
    "train_set = pd.DataFrame(np.nan, \n",
    "                         columns = ['id', \n",
    "                                    'pk_to_dia', 'pk_to_dic', \n",
    "                                    'on_to_pk', 'on_to_dia', 'on_to_dic',\n",
    "                                    'peak_len', \n",
    "                                    'peak_h', 'dia_h', 'dic_h', 'on_h',\n",
    "                                    'sbp', 'dbp'], \n",
    "                         index = list(range(0,100)))\n",
    "train_set['id'] = train_set['id'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "MjUQq1LMJ1XK"
   },
   "outputs": [],
   "source": [
    "train_set = pd.read_csv('res.csv').set_index('Unnamed: 0')\n",
    "train_set = train_set.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "n0lCScijkPAT",
    "outputId": "6a1d9d33-d100-448a-cd6e-d552466e51f6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(370, 5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Ud5wlDBmC0XF"
   },
   "outputs": [],
   "source": [
    "intv = 60\n",
    "i = 0\n",
    "for start in range(40, 800, 60):\n",
    "  for no in range(40, 52):\n",
    "    ppg, fs = get_signal(no, 'ppg', start, intv)\n",
    "    ppg = remove_nan(ppg)\n",
    "    pks, ons, dias, dics = get_fids(ppg, fs)\n",
    "\n",
    "    on_pks = [get_less_closest(ons, pk)[0] for pk in pks[1:]]\n",
    "    on_to_p = np.subtract(pks[1:], on_pks)/fs\n",
    "    on_dia = [get_less_closest(ons, dia)[0] for dia in dias]\n",
    "    on_to_dia = np.subtract(dias, on_dia)/fs\n",
    "    on_dic = [get_less_closest(ons, dic)[0] for dic in dics]\n",
    "    on_to_dic = np.subtract(dics, on_dic)/fs\n",
    "\n",
    "    dia_pks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "    p_to_dia = np.subtract(dias, dia_pks)/fs\n",
    "    dic_pks = [get_less_closest(pks, dic)[0] for dic in dics]\n",
    "    p_to_dic = np.subtract(dics, dic_pks)/fs\n",
    "\n",
    "    bp, fs = get_signal(no, 'bp', start, intv)\n",
    "    bp = remove_nan(bp)\n",
    "    pks = get_peaks(bp, fs)\n",
    "    ons = get_onsets(bp, pks, fs)\n",
    "\n",
    "    sbp = np.median(bp[pks])\n",
    "    dbp = np.median(bp[ons])\n",
    "\n",
    "    train_set.at[i, 'id'] = str(no)+'-'+str(start)+'-'+str(intv)\n",
    "    train_set.at[i, 'on_to_pk'] = np.mean(on_to_p)\n",
    "    train_set.at[i, 'on_to_dia'] = np.mean(on_to_dia)\n",
    "    train_set.at[i, 'on_to_dic'] = np.mean(on_to_dic)\n",
    "\n",
    "    train_set.at[i, 'pk_to_dia'] = np.mean(p_to_dia)\n",
    "    train_set.at[i, 'pk_to_dic'] = np.mean(p_to_dic)\n",
    "\n",
    "    train_set.at[i, 'peak_h'] = np.mean(ppg[pks])\n",
    "    train_set.at[i, 'dia_h'] = np.mean(ppg[dias])\n",
    "    train_set.at[i, 'dic_h'] = np.mean(ppg[dics])\n",
    "    train_set.at[i, 'on_h'] = np.mean(ppg[ons])\n",
    "\n",
    "    train_set.at[i, 'peak_len'] = np.mean(np.diff(pks)/fs)\n",
    "    train_set.at[i, 'sbp'] = sbp\n",
    "    train_set.at[i, 'dbp'] = dbp\n",
    "\n",
    "    i += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 884
    },
    "id": "_S9u5m53QVP4",
    "outputId": "5a567891-ddb4-4826-ad0d-6ccccd6a7249"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"df-55325c22-14bb-41de-9f8b-d509e83a3564\">\n",
       "    <div class=\"colab-df-container\">\n",
       "      <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>pk_to_dia</th>\n",
       "      <th>pk_to_dic</th>\n",
       "      <th>on_to_pk</th>\n",
       "      <th>on_to_dia</th>\n",
       "      <th>on_to_dic</th>\n",
       "      <th>peak_len</th>\n",
       "      <th>peak_h</th>\n",
       "      <th>dia_h</th>\n",
       "      <th>dic_h</th>\n",
       "      <th>on_h</th>\n",
       "      <th>sbp</th>\n",
       "      <th>dbp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1-40-60</td>\n",
       "      <td>0.209677</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.358781</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.435484</td>\n",
       "      <td>1.282258</td>\n",
       "      <td>0.289317</td>\n",
       "      <td>0.491211</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.297408</td>\n",
       "      <td>113.75000</td>\n",
       "      <td>40.90625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3-40-60</td>\n",
       "      <td>0.338710</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.184612</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.403226</td>\n",
       "      <td>0.794246</td>\n",
       "      <td>0.412357</td>\n",
       "      <td>0.544922</td>\n",
       "      <td>0.515869</td>\n",
       "      <td>0.480327</td>\n",
       "      <td>118.00000</td>\n",
       "      <td>63.71875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4-40-60</td>\n",
       "      <td>0.209677</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.188054</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.306452</td>\n",
       "      <td>2.086849</td>\n",
       "      <td>0.420392</td>\n",
       "      <td>0.480225</td>\n",
       "      <td>0.493652</td>\n",
       "      <td>0.469651</td>\n",
       "      <td>91.81250</td>\n",
       "      <td>68.40625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6-40-60</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.696885</td>\n",
       "      <td>2.225806</td>\n",
       "      <td>2.129032</td>\n",
       "      <td>0.641616</td>\n",
       "      <td>0.455235</td>\n",
       "      <td>0.586426</td>\n",
       "      <td>0.627197</td>\n",
       "      <td>0.498803</td>\n",
       "      <td>85.06250</td>\n",
       "      <td>52.68750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7-40-60</td>\n",
       "      <td>0.241935</td>\n",
       "      <td>0.112903</td>\n",
       "      <td>0.206452</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.723019</td>\n",
       "      <td>0.404934</td>\n",
       "      <td>0.451660</td>\n",
       "      <td>0.459473</td>\n",
       "      <td>0.481081</td>\n",
       "      <td>102.93750</td>\n",
       "      <td>53.75000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>5-640-60</td>\n",
       "      <td>0.258065</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.218203</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.783871</td>\n",
       "      <td>0.371592</td>\n",
       "      <td>0.559326</td>\n",
       "      <td>0.590576</td>\n",
       "      <td>0.469294</td>\n",
       "      <td>93.06250</td>\n",
       "      <td>37.68750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>6-640-60</td>\n",
       "      <td>0.838710</td>\n",
       "      <td>0.774194</td>\n",
       "      <td>0.398185</td>\n",
       "      <td>1.032258</td>\n",
       "      <td>0.967742</td>\n",
       "      <td>1.217570</td>\n",
       "      <td>0.423503</td>\n",
       "      <td>0.329834</td>\n",
       "      <td>0.353027</td>\n",
       "      <td>0.418488</td>\n",
       "      <td>115.21875</td>\n",
       "      <td>61.18750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>7-640-60</td>\n",
       "      <td>0.145161</td>\n",
       "      <td>0.112903</td>\n",
       "      <td>0.194556</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.290323</td>\n",
       "      <td>0.734274</td>\n",
       "      <td>0.349453</td>\n",
       "      <td>0.499023</td>\n",
       "      <td>0.541260</td>\n",
       "      <td>0.400525</td>\n",
       "      <td>89.12500</td>\n",
       "      <td>46.87500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>8-640-60</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.112903</td>\n",
       "      <td>0.190223</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.306452</td>\n",
       "      <td>0.610383</td>\n",
       "      <td>0.389623</td>\n",
       "      <td>0.490967</td>\n",
       "      <td>0.526611</td>\n",
       "      <td>0.501600</td>\n",
       "      <td>152.75000</td>\n",
       "      <td>59.68750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>9-640-60</td>\n",
       "      <td>0.274194</td>\n",
       "      <td>0.145161</td>\n",
       "      <td>0.209126</td>\n",
       "      <td>0.403226</td>\n",
       "      <td>0.274194</td>\n",
       "      <td>0.479544</td>\n",
       "      <td>0.409711</td>\n",
       "      <td>0.369873</td>\n",
       "      <td>0.361816</td>\n",
       "      <td>0.464401</td>\n",
       "      <td>97.81250</td>\n",
       "      <td>53.81250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>370 rows × 13 columns</p>\n",
       "</div>\n",
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-55325c22-14bb-41de-9f8b-d509e83a3564')\"\n",
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       "  <style>\n",
       "    .colab-df-container {\n",
       "      display:flex;\n",
       "      flex-wrap:wrap;\n",
       "      gap: 12px;\n",
       "    }\n",
       "\n",
       "    .colab-df-convert {\n",
       "      background-color: #E8F0FE;\n",
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       "      cursor: pointer;\n",
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       "      height: 32px;\n",
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       "\n",
       "    .colab-df-convert:hover {\n",
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       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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       "\n",
       "    [theme=dark] .colab-df-convert {\n",
       "      background-color: #3B4455;\n",
       "      fill: #D2E3FC;\n",
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       "\n",
       "    [theme=dark] .colab-df-convert:hover {\n",
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       "      fill: #FFFFFF;\n",
       "    }\n",
       "  </style>\n",
       "\n",
       "      <script>\n",
       "        const buttonEl =\n",
       "          document.querySelector('#df-55325c22-14bb-41de-9f8b-d509e83a3564 button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-55325c22-14bb-41de-9f8b-d509e83a3564');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
       "          await google.colab.output.renderOutput(dataTable, element);\n",
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       "          docLink.innerHTML = docLinkHtml;\n",
       "          element.appendChild(docLink);\n",
       "        }\n",
       "      </script>\n",
       "    </div>\n",
       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "                  id  pk_to_dia  pk_to_dic  on_to_pk  on_to_dia  on_to_dic  \\\n",
       "Unnamed: 0                                                                   \n",
       "0            1-40-60   0.209677   0.161290  0.358781   0.483871   0.435484   \n",
       "2            3-40-60   0.338710   0.225806  0.184612   0.516129   0.403226   \n",
       "3            4-40-60   0.209677   0.161290  0.188054   0.354839   0.306452   \n",
       "5            6-40-60   0.161290   0.064516  0.696885   2.225806   2.129032   \n",
       "6            7-40-60   0.241935   0.112903  0.206452   0.451613   0.322581   \n",
       "...              ...        ...        ...       ...        ...        ...   \n",
       "394         5-640-60   0.258065   0.225806  0.218203   0.483871   0.451613   \n",
       "395         6-640-60   0.838710   0.774194  0.398185   1.032258   0.967742   \n",
       "396         7-640-60   0.145161   0.112903  0.194556   0.322581   0.290323   \n",
       "397         8-640-60   0.161290   0.112903  0.190223   0.354839   0.306452   \n",
       "398         9-640-60   0.274194   0.145161  0.209126   0.403226   0.274194   \n",
       "\n",
       "            peak_len    peak_h     dia_h     dic_h      on_h        sbp  \\\n",
       "Unnamed: 0                                                                \n",
       "0           1.282258  0.289317  0.491211  0.546875  0.297408  113.75000   \n",
       "2           0.794246  0.412357  0.544922  0.515869  0.480327  118.00000   \n",
       "3           2.086849  0.420392  0.480225  0.493652  0.469651   91.81250   \n",
       "5           0.641616  0.455235  0.586426  0.627197  0.498803   85.06250   \n",
       "6           0.723019  0.404934  0.451660  0.459473  0.481081  102.93750   \n",
       "...              ...       ...       ...       ...       ...        ...   \n",
       "394         0.783871  0.371592  0.559326  0.590576  0.469294   93.06250   \n",
       "395         1.217570  0.423503  0.329834  0.353027  0.418488  115.21875   \n",
       "396         0.734274  0.349453  0.499023  0.541260  0.400525   89.12500   \n",
       "397         0.610383  0.389623  0.490967  0.526611  0.501600  152.75000   \n",
       "398         0.479544  0.409711  0.369873  0.361816  0.464401   97.81250   \n",
       "\n",
       "                 dbp  \n",
       "Unnamed: 0            \n",
       "0           40.90625  \n",
       "2           63.71875  \n",
       "3           68.40625  \n",
       "5           52.68750  \n",
       "6           53.75000  \n",
       "...              ...  \n",
       "394         37.68750  \n",
       "395         61.18750  \n",
       "396         46.87500  \n",
       "397         59.68750  \n",
       "398         53.81250  \n",
       "\n",
       "[370 rows x 13 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vFdf_43zSuKw"
   },
   "outputs": [],
   "source": [
    "train_set.to_csv('train_res.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "tGKtQfuu-y0_"
   },
   "outputs": [],
   "source": [
    "train_set.to_csv('/content/drive/MyDrive/ppg/test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eBlAs_IzYNOg"
   },
   "source": [
    "## Run Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zL9xEWPDWEtB"
   },
   "outputs": [],
   "source": [
    "train_set = pd.read_csv('/content/drive/MyDrive/ppg/train.csv').set_index('Unnamed: 0')\n",
    "train_set = train_set.dropna()\n",
    "\n",
    "test_set = pd.read_csv('/content/drive/MyDrive/ppg/test.csv').set_index('Unnamed: 0')\n",
    "test_set = test_set.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dZeCfi-ZSwHE",
    "outputId": "5636df96-e421-496a-9493-c7e6142f1b25"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((370, 13), (101, 13))"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape, test_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "eU3FoV8wZiAS"
   },
   "outputs": [],
   "source": [
    "features = ['pk_to_dia', 'pk_to_dic',\n",
    "            'on_to_pk', 'on_to_dia', 'on_to_dic',\n",
    "            'peak_len', \n",
    "            'peak_h', 'dia_h', 'dic_h', 'on_h']\n",
    "X, X_test = train_set[features].to_numpy(), test_set[features].to_numpy()\n",
    "y, y_test = train_set['dbp'].to_numpy(), test_set['dbp'].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OmMrnSXMYMj5",
    "outputId": "ae4f8a86-a60b-40cb-b123-6c48bc47645a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.034304453707100224\n",
      "[ 25.48010557 -19.564318     4.69677986  18.43585945 -26.60856413\n",
      "   9.29177474  34.57955967 -16.47285566  20.42310903  52.57408263] 11.048954143308158\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "reg = LinearRegression().fit(X, y)\n",
    "print(reg.score(X, y))\n",
    "print(reg.coef_, reg.intercept_)\n",
    "\n",
    "y_pred = reg.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "mBl4_Qd8Z994",
    "outputId": "1892abb1-1381-41c3-ed25-3d44b166a8f1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24792.72177656143"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "mean_squared_error(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zBJonx3SnBpJ",
    "outputId": "372e2430-8694-4962-8f2e-4a2e8cfb444c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8484705022781107\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "regr = RandomForestRegressor(max_depth=100, random_state=0)\n",
    "regr.fit(X, y)\n",
    "print(regr.score(X, y))\n",
    "pred = regr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OZdNAcjearOw",
    "outputId": "89c5af7b-6e63-4ef5-bb5d-6cdcc0335544"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27637.997236108644"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(y_test, pred)"
   ]
  }
 ],
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